Artificial Intelligence Medical Compendium

Explore the latest research on artificial intelligence and machine learning in medicine.

Showing 44,321 to 44,330 of 224,055 articles

Visual Words Meet BM25: Sparse Auto-Encoder Visual Word Scoring for Image Retrieval

arXiv Mar 6, 2026
Dense image retrieval is accurate but offers limited interpretability and attribution, and it can be compute-intensive at scale. We present \textbf{BM25-V}, which applies Okapi BM25 scoring to sparse visual-word activations from a Sparse Auto-Encoder... read more 
Computer Vision and Pattern Recognition cs.AI

Spectral Probing of Feature Upsamplers in 2D-to-3D Scene Reconstruction

arXiv Mar 6, 2026
A typical 2D-to-3D pipeline takes multi-view images as input, where a Vision Foundation Model (VFM) extracts features that are spatially upsampled to dense representations for 3D reconstruction. If dense features across views preserve geometric consi... read more 
Computer Vision and Pattern Recognition

EventGeM: Global-to-Local Feature Matching for Event-Based Visual Place Recognition

arXiv Mar 6, 2026
Dynamic vision sensors, also known as event cameras, are rapidly rising in popularity for robotic and computer vision tasks due to their sparse activation and high-temporal resolution. Event cameras have been used in robotic navigation and localizati... read more 
Computer Vision and Pattern Recognition

Margin and Consistency Supervision for Calibrated and Robust Vision Models

arXiv Mar 6, 2026
Deep vision classifiers often achieve high accuracy while remaining poorly calibrated and fragile under small distribution shifts. We present Margin and Consistency Supervision (MaCS), a simple, architecture-agnostic regularization framework that joi... read more 
Computer Vision and Pattern Recognition cs.AI cs.LG

Self-Auditing Parameter-Efficient Fine-Tuning for Few-Shot 3D Medical Image Segmentation

arXiv Mar 6, 2026
Adapting foundation models to new clinical sites remains challenging in practice. Domain shift and scarce annotations must be handled by experts, yet many clinical groups do not have ready access to skilled AI engineers to tune adapter designs and tr... read more 
Machine Learning

Architectural Unification for Polarimetric Imaging Across Multiple Degradations

arXiv Mar 6, 2026
Polarimetric imaging aims to recover polarimetric parameters, including Total Intensity (TI), Degree of Polarization (DoP), and Angle of Polarization (AoP), from captured polarized measurements. In real-world scenarios, these measurements are frequen... read more 
Image and Video Processing cs.CV

Remote Sensing Image Classification Using Deep Ensemble Learning

arXiv Mar 6, 2026
Remote sensing imagery plays a crucial role in many applications and requires accurate computerized classification techniques. Reliable classification is essential for transforming raw imagery into structured and usable information. While Convolution... read more 
Computer Vision and Pattern Recognition cs.AI

Cog2Gen3D: Sculpturing 3D Semantic-Geometric Cognition for 3D Generation

arXiv Mar 6, 2026
Generative models have achieved success in producing semantically plausible 2D images, but it remains challenging in 3D generation due to the absence of spatial geometry constraints. Typically, existing methods utilize geometric features as condition... read more 
Computer Vision and Pattern Recognition

Evolving Medical Imaging Agents via Experience-driven Self-skill Discovery

arXiv Mar 6, 2026
Clinical image interpretation is inherently multi-step and tool-centric: clinicians iteratively combine visual evidence with patient context, quantify findings, and refine their decisions through a sequence of specialized procedures. While LLM-based ... read more 
Artificial Intelligence cs.CV

TumorChain: Interleaved Multimodal Chain-of-Thought Reasoning for Traceable Clinical Tumor Analysis

arXiv Mar 6, 2026
Accurate tumor analysis is central to clinical radiology and precision oncology, where early detection, reliable lesion characterization, and pathology-level risk assessment guide diagnosis and treatment planning. Chain-of-Thought (CoT) reasoning is ... read more 
Computer Vision and Pattern Recognition
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